KG Construction

KG: Knowledge Graph

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10 papers in the last four weeks, down 17% on the four weeks before. 0.1% of all new papers.

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  1. Automatic Construction of a Legal Citation Graph from 100 Million Ukrainian Court Decisions: Large-Scale Extraction, Topological Analysis, and Ontology-Driven Clustering

    May 14, 2026Volodymyr OvcharovKG ConstructionOntology Learning

    LEX AI LLC, Kyiv, Ukraine

  2. The Scientific Contribution Graph: Automated Literature-based Technological Roadmapping at Scale

    May 14, 2026Peter A. JansenKG ConstructionScientific Discovery

    University of Arizona · 2Allen Institute for Artificial Intelligence

  3. Knowledge Graphs Meet Graph Neural Networks: A Comprehensive Survey

    May 12, 2026Chengcheng Sun, Jiayun Tian, Cheng Zhai +5KG ConstructionGraph Neural Networks

    School of Safety Engineering, China University of Mining and Technology, China · School of Computer Science and Technology, China University of Mining and Technology, China · State Key Laboratory of Coal Mine Disaster Prevention and Control, China University of Mining and Technology, China +1

  4. GLiNER-Relex: A Unified Framework for Joint Named Entity Recognition and Relation Extraction

    May 11, 2026Ihor Stepanov, Oleksandr Lukashov, Mykhailo Shtopko +1Relation ExtractionKG Construction

    Knowledgator Engineering, Kyiv, Ukraine · Baldor Technologies Pvt. Ltd. (IDfy), Mumbai, India

  5. K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs

    May 10, 2026Hao Liang, Qihan Lin, Zhaoyang Han +5KG ConstructionKnowledge Augmentation for Language Models

    1Peking University · Institute for Advanced Algorithms Research, Shanghai · 3OriginHub Technology +1

  6. EpiGraph: Building Generalists for Evidence-Intensive Epilepsy Reasoning in the Wild

    May 10, 2026Yuyang Dai, Zheng Chen, Jathurshan Pradeepkumar +4KG ConstructionRetrieval-Augmented Generation

    Florida State University · The University of Osaka · University of Illinois Urbana-Champaign

  7. Tacit Knowledge Extraction via Logic Augmented Generation and Active Inference

    May 8, 2026Lorenzo Lamazzi, Aldo Gangemi, Alessio Giberti +4KG ConstructionKnowledge Representation

    CNR - Institute of Cognitive Sciences and Technologies, Bologna, Italy · Department of Philosophy, University of Bologna, Bologna, Italy · MISTER Smart Innovation, Bologna, Italy +1

  8. Grokers: Bottom-Up Inductive Comprehension and Write-Time Intelligence over Typed Knowledge Graphs

    May 7, 2026Gregory MagarshakKG ConstructionMemory-Augmented Language Models

    Qbix, Inc. & Intercoin, Inc. · IE University NYC · New York, NY, USA

  9. Knowledge Graphs, the Missing Link in Agentic AI-based Formal Verification

    May 7, 2026Vaisakh Naduvodi Viswambharan, Keerthan Kopparam Radhakrishna, Deepak Narayan Gadde +1KG ConstructionFormal Hardware Verification

    Infineon Technologies Dresden AG & Co. KG, Germany · Infineon Technologies Semiconductor India Private Limited, India

  10. A Unified Benchmark for Evaluating Knowledge Graph Construction Methods and Graph Neural Networks

    May 6, 2026Othmane Kabal, Mounira Harzallah, Fabrice Guillet +2KG ConstructionGraph Neural Networks

    Nantes University, LS2N, Nantes, 44300, France · National Institute of Informatics, Chiyoda-ku, Tokyo, 101-8430, Japan · Institute of Science Tokyo, Tokyo, 152-8550, Japan

  11. From Historical Tabular Image to Knowledge Graphs: A Provenance-Aware Modular Pipeline

    May 6, 2026Sarah Binta Alam Shoilee, Victor de Boer, Jacco van Ossenbruggen +1KG ConstructionData Provenance

    Vrije Universiteit Amsterdam, Amsterdam, the Netherlands

  12. ATLAS: Article Tracking, Linking, and Analysis of Swedish Encyclopedias

    May 4, 2026Albin Andersson, Salam Jonasson, Fredrik Wastring +1KG ConstructionHistorical Document Analysis

    Lund University · Lund, Sweden

  13. Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists

    Apr 30, 2026Yujun Wu, Dongxu Zhang, Xinchen Li +11KG ConstructionAI for Science

    Shanghai Artificial Intelligence Laboratory · Peking University · Xi’an Jiaotong University +6

  14. Knowledge Graph Representations for LLM-Based Policy Compliance Reasoning

    Apr 30, 2026Wilder Baldwin, Sepideh GhanavatiKG ConstructionAgentic RAG

    University of Maine

  15. From Unstructured to Structured: LLM-Guided Attribute Graphs for Entity Search and Ranking

    Apr 30, 2026Yilun Zhu, Nikhita Vedula, Shervin MalmasiKG ConstructionE-Commerce Search

    Amazon.com, Inc. Seattle, USA

  16. Unifying biomedical knowledge in a modern multimodal graph

    Apr 29, 2026Lucas Vittor, Ayush Noori, Iñaki Arango +5KG ConstructionMultimodal KGs

    Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA · Department of Engineering Science, University of Oxford, Oxford, UK · Edison Scientific Inc., San Francisco, CA, USA +4

  17. Quantum Knowledge Graph: Modeling Context-Dependent Triplet Validity

    Apr 27, 2026Yao Wang, Zixu Geng, Jun YanKG ConstructionKnowledge Representation

    HKAI-Sci, City University of Hong Kong · Department of Automation, Tsinghua University · Pratt School of Engineering, Duke University

  18. Domain-Filtered Knowledge Graphs from Sparse Autoencoder Features

    Apr 26, 2026John Winnicki, Abeynaya Gnanasekaran, Eric DarveKG ConstructionLLM Interpretability

    Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA, USA

  19. MindTrellis: Co-Creating Knowledge Structures with AI through Interactive Visual Exploration

    Apr 25, 2026Xiang Li, Cara Li, Emily Kuang +2KG ConstructionKnowledge Graphs

    University of Waterloo Waterloo, Ontario, Canada · York University Toronto, Ontario, Canada · Nanyang Technological University Singapore, Singapore

  20. Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems

    Apr 22, 2026Pavel Salovskii, Iuliia GorshkovaKG ConstructionMemory-Augmented Language Models

    Partenit.io, San Francisco, CA, USA · Partenit.io San Francisco, CA, USA

  21. Construction of a Battery Research Knowledge Graph using a Global Open Catalog

    Apr 22, 2026Luca Foppiano, Sae Dieb, Malik Zain +3KG Construction

    1ScienciaLAB, Loulé, Portugal. · 2CBRM, National Institute for Materials Science, Tsukuba, Japan. · 3CyberMate LLC, Tokyo, Japan. +2

  22. Construction of Knowledge Graph based on Language Model

    Apr 21, 2026Qiubai Zhu, Qingwang Wang, Haibin Yuan +2KG ConstructionLLM Information Extraction

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China · Yunnan Key Laboratory of Computer Technologies Application, Kunming University of Science and Technology, Kunming 650500, China · Tin Branch, Yunnan Tin Co., LTD.

  23. From "Strings" to "Things" for Personal Knowledge Graphs: Evaluating LLM Triple Extraction for Recommendation Systems

    Apr 18, 2026Abhirup Dasgupta, Fernando Spadea, Oshani SeneviratneKG ConstructionKnowledge Representation

    Rensselaer Polytechnic Institute, Troy NY 12180, USA

  24. AutoPKG: An Automated Framework for Dynamic E-commerce Product-Attribute Knowledge Graph Construction

    Apr 18, 2026Pollawat Hongwimol, Haoning Shang, Chutong Wang +6KG ConstructionDocument Information Extraction

    Lazada, Alibaba International Digital Commerce Group · Nanyang Technological University, Singapore

  25. Agentic Graph Retrieval-Augmented Generation for Auditable Commercial Registry Analysis

    Apr 15, 2026Arthur Capozzi, Dirk HelbingKG ConstructionEntity Resolution

    Computational Social Science, ETH Zurich, Zurich, Switzerland · Complexity Science Hub, Vienna, Austria

  26. Hyper-KGGen: A Skill-Driven Knowledge Extractor for High-Quality Knowledge Hypergraph Generation

    Feb 23, 2026Rizhuo Huang, Yifan Feng, Rundong Xue +5KG ConstructionDocument Information Extraction

    Xi’an Jiaotong University State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics Xi’an, China · Tsinghua University Beijing, China · Shanghai University Shanghai, China +1

  27. CausalRAG2: Hierarchical Causal Knowledge Graph Design for RAG

    Feb 4, 2026Nengbo Wang, Tuo Liang, Vikash Singh +6KG ConstructionRetrieval-Augmented Generation

    Department of Computer and Data Sciences, Case Western Reserve University, Cleveland, OH, USA · Design and Innovation Department, Case Western Reserve University, Cleveland, OH, USA

  28. MedBeads: An AI-Native Clinical Context Graph Built from Immutable Beads and Reconstructable Clinical Links

    Feb 1, 2026Takahito NakajimaKG ConstructionLLM Grounding

    Diagnostic Imaging and Interventional Radiology, Institute of Medicine, University of Tsukuba · Center for Cyber Medicine Research, University of Tsukuba

  29. STAGE: A Full-Screenplay Benchmark for Reasoning over Evolving Stories

    Jan 13, 2026Qiuyu Tian, Zequn Liu, Yiding Li +9KG ConstructionLLM Evaluation

    Southeast University, Nanjing, China · Beijing Zhongguancun Academy, Beijing, China · ZhuiWen Technology Co., Ltd., Beijing, China +1

  30. BioPIE: A Biomedical Protocol Information Extraction Dataset for Experiment Understanding

    Jan 8, 2026Haofei Hou, Shunyi Zhao, Fanxu Meng +3KG ConstructionDocument Information Extraction

    School of Advanced Manufacturing and Robotics, Peking University · School of Integrated Circuits, Peking University